A Model of Co-evolution in Multi-agent System

A Model of Co-evolution in Multi-agent System

Co-evolutionary techniques are aimed at overcoming limited adaptive capacity of evolutionary algorithms resulting from the loss of useful diversity of population. In this paper the idea of co-evolutionary multi-agent system (CoEMAS) is introduced. In such a system two or more species of agents co-ev...

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Bibliographische Detailangaben
1. Verfasser: DREZEWSKI, Rafal
Format: Buchkapitel
Sprache:eng
Schlagworte:
Applied sciences
Artificial intelligence
Computer science
control theory
systems
Cooperative Coevolution
Exact sciences and technology
Learning and adaptive systems
Monopolistic Competition
Multiagent System
Multimodal Function Optimization
Niching Method
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Beschreibung
Zusammenfassung:Co-evolutionary techniques are aimed at overcoming limited adaptive capacity of evolutionary algorithms resulting from the loss of useful diversity of population. In this paper the idea of co-evolutionary multi-agent system (CoEMAS) is introduced. In such a system two or more species of agents co-evolve in order to solve given problem. Also, the formal model of CoEMAS and the results from runs of CoEMAS applied to multi-modal function optimization are presented.
ISSN:0302-9743
DOI:10.1007/3-540-45023-8_30